Generative AI with LangChain
eBook - ePub

Generative AI with LangChain

Build large language model (LLM) apps with Python, ChatGPT, and other LLMs

  1. 360 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

Generative AI with LangChain

Build large language model (LLM) apps with Python, ChatGPT, and other LLMs

About this book

Get to grips with the LangChain framework from theory to deployment and develop production-ready applications.Code examples regularly updated on GitHub to keep you abreast of the latest LangChain developments.Purchase of the print or Kindle book includes a free PDF eBook.

Key Features

  • Learn how to leverage LLMs' capabilities and work around their inherent weaknesses
  • Delve into the realm of LLMs with LangChain and go on an in-depth exploration of their fundamentals, ethical dimensions, and application challenges
  • Get better at using ChatGPT and GPT models, from heuristics and training to scalable deployment, empowering you to transform ideas into reality

Book Description

ChatGPT and the GPT models by OpenAI have brought about a revolution not only in how we write and research but also in how we can process information. This book discusses the functioning, capabilities, and limitations of LLMs underlying chat systems, including ChatGPT and Bard. It also demonstrates, in a series of practical examples, how to use the LangChain framework to build production-ready and responsive LLM applications for tasks ranging from customer support to software development assistance and data analysis – illustrating the expansive utility of LLMs in real-world applications.Unlock the full potential of LLMs within your projects as you navigate through guidance on fine-tuning, prompt engineering, and best practices for deployment and monitoring in production environments. Whether you're building creative writing tools, developing sophisticated chatbots, or crafting cutting-edge software development aids, this book will be your roadmap to mastering the transformative power of generative AI with confidence and creativity.

What you will learn

  • Understand LLMs, their strengths and limitations
  • Grasp generative AI fundamentals and industry trends
  • Create LLM apps with LangChain like question-answering systems and chatbots
  • Understand transformer models and attention mechanisms
  • Automate data analysis and visualization using pandas and Python
  • Grasp prompt engineering to improve performance
  • Fine-tune LLMs and get to know the tools to unleash their power
  • Deploy LLMs as a service with LangChain and apply evaluation strategies
  • Privately interact with documents using open-source LLMs to prevent data leaks

Who this book is for

The book is for developers, researchers, and anyone interested in learning more about LLMs. Whether you are a beginner or an experienced developer, this book will serve as a valuable resource if you want to get the most out of LLMs and are looking to stay ahead of the curve in the LLMs and LangChain arena.Basic knowledge of Python is a prerequisite, while some prior exposure to machine learning will help you follow along more easily.

]]>

Frequently asked questions

Yes, you can cancel anytime from the Subscription tab in your account settings on the Perlego website. Your subscription will stay active until the end of your current billing period. Learn how to cancel your subscription.
At the moment all of our mobile-responsive ePub books are available to download via the app. Most of our PDFs are also available to download and we're working on making the final remaining ones downloadable now. Learn more here.
Perlego offers two plans: Essential and Complete
  • Essential is ideal for learners and professionals who enjoy exploring a wide range of subjects. Access the Essential Library with 800,000+ trusted titles and best-sellers across business, personal growth, and the humanities. Includes unlimited reading time and Standard Read Aloud voice.
  • Complete: Perfect for advanced learners and researchers needing full, unrestricted access. Unlock 1.4M+ books across hundreds of subjects, including academic and specialized titles. The Complete Plan also includes advanced features like Premium Read Aloud and Research Assistant.
Both plans are available with monthly, semester, or annual billing cycles.
We are an online textbook subscription service, where you can get access to an entire online library for less than the price of a single book per month. With over 1 million books across 1000+ topics, we’ve got you covered! Learn more here.
Look out for the read-aloud symbol on your next book to see if you can listen to it. The read-aloud tool reads text aloud for you, highlighting the text as it is being read. You can pause it, speed it up and slow it down. Learn more here.
Yes! You can use the Perlego app on both iOS or Android devices to read anytime, anywhere — even offline. Perfect for commutes or when you’re on the go.
Please note we cannot support devices running on iOS 13 and Android 7 or earlier. Learn more about using the app.
Yes, you can access Generative AI with LangChain by Ben Auffarth in PDF and/or ePUB format, as well as other popular books in Informatica & Reti neurali. We have over one million books available in our catalogue for you to explore.

Information

Table of contents

  1. Preface
  2. What Is Generative AI?
  3. LangChain for LLM Apps
  4. Getting Started with LangChain
  5. Building Capable Assistants
  6. Building a Chatbot like ChatGPT
  7. Developing Software with Generative AI
  8. LLMs for Data Science
  9. Customizing LLMs and Their Output
  10. Generative AI in Production
  11. The Future of Generative Models
  12. Other Books You May Enjoy
  13. Index